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一种用于$\ell_\infty$收缩问题的拟多项式算法

原文标题 · A Quasipolynomial Algorithm for $\ell_\infty$ Contractions

作者:Ashkan Soleymani, Gabriele Farina | 我们提出了一种算法,可以在时间$\log(1/\eps)^{O(\log^2 d)}$内计算出任何具有$\ell_\infty$范数的$d$维非扩张映射的$\eps$-近似不动点。该算法的核心思想是采用一种增强式方法来几何性地缩小搜索范围。此外,我们的算法还表明,简单的随机博弈可以在准多项式时间内被解决。

来源:arXiv cs.AI/CL/LG · arxiv.org

正文为英文,可一键机器翻译(仅首次需要等待)

Computer Science > Computer Science and Game Theory

Title: A Quasipolynomial Algorithm for $\ell_\infty$ Contractions

Abstract: We give an algorithm for computing an $\eps$-approximate fixed point of any $d$-dimensional nonexpansion with respect to the $\ell_\infty$ norm in time $\log(1/\eps)^{O(\log^2 d)}$. At its core, our method uses a boosting argument to geometrically shrink a search region. Among other consequences, our algorithm implies that simple stochastic games can be solved in quasipolynomial time.

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